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Careers most exposed

Careers where AI is already used for the largest share of the day-to-day work, out of 1,840 scored. High exposure does not mean the job disappears: it means AI is already used for more of it today, so aim for the part that still needs a person. Many careers share the same score, so these are grouped by score rather than ranked one by one. Within a score, order is alphabetical and means nothing.

Most exposedHolds up best

Card colour is the moat, not the score: physical · regulatory · relational · none · not yet classified.

AI exposure 7216 careers at this exact score

NO MOAT

App Developer

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Blockchain Developer

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Computer programmers

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Cyber operational defence specialists

72

Digital & Technology

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Cybersecurity Analyst

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Frontend Developer

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Game Developer

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

IT analysts and analyst-programmers

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Language Technology Developer

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Machine Learning Engineer

72

Computer Science

AI IMPACT
AI USED FOR72%moving to90%
THE DOOR, NOWC
THE DOOR, 20 YRSD
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Mobile App Developer

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Other cyber security professionals

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Programmers and software development professionals

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
NO MOAT

Software developers

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Software Engineer

72

Computer Science

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWD
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Software technicians

72

Digital & Technology

AI IMPACT
AI USED FOR72%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →

AI exposure 7012 careers at this exact score

NO MOAT

AI Systems Architect

70

Computer Science

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Cloud Solutions Architect

70

Computer Science

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Cryptographer

70

Computer Science

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

DevOps Engineer

70

Computer Science

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

DevOps engineers

70

Computer Science

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Ethical Hacker and Penetration Tester

70

Computer Science

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Games testers

70

Computer Science

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

IT solutions architects and designers

70

Digital & Technology

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

IT systems architects

70

Digital & Technology

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Secure system development specialists

70

Computer Science

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

User Experience Researcher

70

Computer Science

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Web design professionals

70

Computer Science

AI IMPACT
AI USED FOR70%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

AI exposure 683 careers at this exact score

NO MOAT

Customer service supervisors

68

Business and Management

AI IMPACT
AI USED FOR68%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Local government customer service officers

68

Public Services & Government

AI IMPACT
AI USED FOR68%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Other customer service occupations

68

Business and Management

AI IMPACT
AI USED FOR68%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

AI exposure 65showing 17 of 29 careers at this exact score

NO MOAT

Call and contact centre occupations

65

Digital & Technology

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Communication operators

65

Digital & Technology

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
NO MOAT

Copywriters

65

Communications and Media

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWD
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data Analyst

65

Computer Science

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data analysts

65

Computer Science

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data architects

65

Computer Science

AI IMPACT
AI USED FOR65%moving to90%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data Economist

65

Economics

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data Engineer

65

Computer Science

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data engineers

65

Computer Science

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Data entry administrators

65

Digital & Technology

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWD
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Data Entry Clerk

65

Business and Management

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
NO MOAT

Data Scientist

65

Computer Science

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Database Administrator

65

Computer Science

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
NO MOAT

Database administrators

65

Computer Science

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Database administrators and web content technicians

65

Computer Science

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
NO MOAT

Geospatial Data Scientist

65

Computer Science

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
NO MOATNo physical, legal or personal barrier protects this work from software.
See the full card →
MOAT NOT YET CLASSIFIED

Information technology professionals

65

Digital & Technology

AI IMPACT
AI USED FOR65%moving to95%
THE DOOR, NOWC
THE DOOR, 20 YRSE
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →
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